AI EVALUATION LAB / BEYOND THE GOOD DEMOLooks convincing.
Looks convincing.
But does it pass?
Put AI answers under the microscope. Challenge your judgment, build a fair scorecard and see how a great average can hide a serious failure.
24 practical lessons12 response challenges6 interactive workspaces
EVIDENCE OVER IMPRESSIONS
THE RESPONSE
“Your delivery is
guaranteed tomorrow.”
WHAT THE SOURCE SAYSEstimated. Not guaranteed.
The most important word can be the one an answer leaves out.
A working evaluation playground. Responses, scores and confidence values are authored teaching fixtures—not results from real AI models. Calculations and text checks run in your browser. No API keys or accounts required.
TAKE IT FURTHER
Your next useful experiment starts here.
Download the 24-lesson handbook ↓ · Explore the AI Knowledge Lab →
References and lab limitations
All examples and scores are fictional fixtures. The scorecard measures your chosen policy on those fixtures. It does not benchmark actual models, automate semantic truth checking or certify a release.
For deeper architecture guidance: Anthropic: Demystifying evals for AI agents. The lesson material and simplified calculations here are original teaching material, not a reproduction of that system.